{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "00b346bb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1500x500 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "from sklearn.datasets import make_blobs\n",
    "from sklearn.cluster import KMeans, AgglomerativeClustering, DBSCAN\n",
    "\n",
    "# 显示中文\n",
    "plt.rcParams['font.sans-serif'] = 'SimHei'\n",
    "# 支持符号\n",
    "plt.rcParams['axes.unicode_minus'] = False\n",
    "\n",
    "# 1. 生成数据\n",
    "X, y = make_blobs(n_samples=500, centers=5, random_state=42)\n",
    "\n",
    "# 2. 应用聚类算法\n",
    "kmeans = KMeans(n_clusters=5, random_state=42)\n",
    "y_kmeans = kmeans.fit_predict(X)\n",
    "\n",
    "agglomerative = AgglomerativeClustering(n_clusters=5)\n",
    "y_agglomerative = agglomerative.fit_predict(X)\n",
    "\n",
    "dbscan = DBSCAN(eps=0.5, min_samples=5)\n",
    "y_dbscan = dbscan.fit_predict(X)\n",
    "\n",
    "# 3. 可视化聚类结果\n",
    "plt.figure(figsize=(15, 5))\n",
    "\n",
    "plt.subplot(1, 3, 1)\n",
    "plt.scatter(X[:, 0], X[:, 1], c=y_kmeans, cmap='viridis')\n",
    "plt.title(\"KMeans聚类\")\n",
    "\n",
    "plt.subplot(1, 3, 2)\n",
    "plt.scatter(X[:, 0], X[:, 1], c=y_agglomerative, cmap='viridis')\n",
    "plt.title(\"分层聚类\")\n",
    "\n",
    "plt.subplot(1, 3, 3)\n",
    "plt.scatter(X[:, 0], X[:, 1], c=y_dbscan, cmap='viridis')\n",
    "plt.title(\"DBSCAN聚类\")\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a8884a36",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
